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Calculating External Threat ROI: A Framework for Security Leaders 

Calculating External Threat ROI: A Framework for Security Leaders 

Calculating External Threat ROI: A Framework for Security Leaders TL;DR  Cybersecurity leaders are under increasing pressure to justify security investments in measurable business terms. Traditional ROI models focus heavily on infrastructure protection and incident response, but external threats operate differently. Phishing campaigns, fake applications, brand impersonation, and malicious domains often target customers long before enterprise systems are

UPI Fraud Jumped 90%: How Banks Can Fight Back Against External Threats

UPI Fraud Jumped 90%: How Banks Can Fight Back Against External Threats

UPI Fraud Jumped 90%: How Banks Can Fight Back Against External Threats TL;DR  The meteoric rise of Unified Payments Interface (UPI) has been matched by a 90% surge in sophisticated fraud. From social engineering to malicious screen-sharing apps, external threats are evolving faster than traditional reactive defenses. This article explores why the “human firewall” is failing, the specific mechanics

AI vs. Signatures: Why Machine Learning Wins for External Threat Detection

AI vs. Signatures: Why Machine Learning Wins for External Threat Detection

AI vs. Signatures: Why Machine Learning Wins for External Threat Detection TL;DR  Signature-based security was built for a predictable threat landscape. That world no longer exists. External threats today evolve faster than signatures can be written, leading to missed detections and overwhelming alert noise. AI threat detection changes this dynamic by focusing on patterns, behavior, and context